{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Comparison between the external depolarization tensor of an triaxial ellipsoid and a sphere"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This code presents an empirical validation of equation A4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Vanderlei\\Documents\\fatiando\\fatiando\\vis\\mpl.py:70: UserWarning: This module will be removed in v0.6. We recommend the use of matplotlib.pyplot module directly. Some of the fatiando specific functions will remain.\n",
      "  \"specific functions will remain.\")\n"
     ]
    }
   ],
   "source": [
    "from __future__ import division\n",
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import tri\n",
    "from mesher import TriaxialEllipsoid\n",
    "import triaxial_ellipsoid\n",
    "\n",
    "from fatiando.gridder import scatter\n",
    "from fatiando.constants import CM, T2NT\n",
    "\n",
    "from fatiando.mesher import Sphere\n",
    "from fatiando.gravmag import sphere"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def compare(x, y, z1, z2):\n",
    "    triang = tri.Triangulation(x, y)\n",
    "    \n",
    "    ranges = np.max(np.abs([z1.min(), z1.max(),\n",
    "                            z2.min(), z2.max()]))\n",
    "\n",
    "    plt.close('all')\n",
    "    plt.figure(figsize=(12, 3))\n",
    "    plt.axis('equal')\n",
    "\n",
    "    plt.subplot(1, 3, 1)\n",
    "    plt.tricontourf(triang, z1, 20,\n",
    "                    vmin=-ranges, vmax=ranges, cmap=plt.get_cmap('RdBu_r'))\n",
    "    plt.colorbar()\n",
    "    plt.tick_params(axis='x', labelbottom='off')\n",
    "    plt.tick_params(axis='y', labelleft='off')\n",
    "\n",
    "    plt.subplot(1, 3, 2)\n",
    "    plt.tricontourf(triang, z2, 20,\n",
    "                    vmin=-ranges, vmax=ranges, cmap=plt.get_cmap('RdBu_r'))\n",
    "    plt.colorbar()\n",
    "    plt.tick_params(axis='x', labelbottom='off')\n",
    "    plt.tick_params(axis='y', labelleft='off')\n",
    "\n",
    "    plt.subplot(1, 3, 3)\n",
    "    plt.tricontourf(triang, z1 - z2, 20,\n",
    "                    cmap=plt.get_cmap('RdBu_r'))\n",
    "    plt.colorbar()\n",
    "    plt.tick_params(axis='x', labelbottom='off')\n",
    "    plt.tick_params(axis='y', labelleft='off')\n",
    "\n",
    "    plt.tight_layout()\n",
    "\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ellipsoid = TriaxialEllipsoid(0, 1000, 1000, 500.1, 500, 499.9,\n",
    "                              180*np.random.rand(), 90*np.random.rand(), 90*np.random.rand())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[-0.77396933  0.62566626 -0.09753568]\n",
      " [ 0.63290277  0.7692447  -0.08773072]\n",
      " [ 0.02013865 -0.12963149 -0.99135771]]\n"
     ]
    }
   ],
   "source": [
    "print ellipsoid.transf_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "area = [-3000, 3000, -2000, 4000]\n",
    "x, y, z = scatter(area, 300, z=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "x1, x2, x3 = triaxial_ellipsoid.x1x2x3(x, y, z, ellipsoid)\n",
    "lamb = triaxial_ellipsoid._lamb(x1, x2, x3, ellipsoid)\n",
    "denominator = triaxial_ellipsoid._dlamb_aux(x1, x2, x3, ellipsoid, lamb)\n",
    "dlamb_dx = triaxial_ellipsoid._dlamb(x1, x2, x3, ellipsoid, lamb,\n",
    "                                     denominator, deriv='x')\n",
    "dlamb_dy = triaxial_ellipsoid._dlamb(x1, x2, x3, ellipsoid, lamb,\n",
    "                                     denominator, deriv='y')\n",
    "dlamb_dz = triaxial_ellipsoid._dlamb(x1, x2, x3, ellipsoid, lamb,\n",
    "                                     denominator, deriv='z')\n",
    "h1 = triaxial_ellipsoid._hv(ellipsoid, lamb, v='x')\n",
    "h2 = triaxial_ellipsoid._hv(ellipsoid, lamb, v='y')\n",
    "h3 = triaxial_ellipsoid._hv(ellipsoid, lamb, v='z')\n",
    "kappa, phi = triaxial_ellipsoid._E_F_field_args(ellipsoid, lamb)\n",
    "g1 = triaxial_ellipsoid._gv_tejedor(ellipsoid, kappa, phi, lamb, v='x')\n",
    "g2 = triaxial_ellipsoid._gv_tejedor(ellipsoid, kappa, phi, lamb, v='y')\n",
    "g3 = triaxial_ellipsoid._gv_tejedor(ellipsoid, kappa, phi, lamb, v='z')\n",
    "a = ellipsoid.large_axis\n",
    "b = ellipsoid.intermediate_axis\n",
    "c = ellipsoid.small_axis\n",
    "volume = 4*np.pi*a*b*c/3\n",
    "cte = -1.5*volume"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# elements of the depolarization tensor without the ellipsoid in the local system\n",
    "nxx_tilde = cte*(dlamb_dx*h1*x1 + g1)\n",
    "nxy_tilde = cte*(dlamb_dx*h2*x2)\n",
    "nxz_tilde = cte*(dlamb_dx*h3*x3)\n",
    "nyy_tilde = cte*(dlamb_dy*h2*x2 + g2)\n",
    "nyz_tilde = cte*(dlamb_dy*h3*x3)\n",
    "nzz_tilde = cte*(dlamb_dz*h3*x3 + g3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# elements of the depolarization tensor without the ellipsoid in the main system\n",
    "n_tilde = np.array([nxx_tilde, nxy_tilde, nxz_tilde,\n",
    "                    nxy_tilde, nyy_tilde, nyz_tilde,\n",
    "                    nxz_tilde, nyz_tilde, nzz_tilde]).T\n",
    "n_tilde = np.reshape(n_tilde, (nxx_tilde.size, 3, 3))\n",
    "\n",
    "nxx = []\n",
    "nxy = []\n",
    "nxz = []\n",
    "nyy = []\n",
    "nyz = []\n",
    "nzz = []\n",
    "\n",
    "for nti in n_tilde:\n",
    "    nxx.append(np.dot(ellipsoid.transf_matrix[0,:], np.dot(nti, ellipsoid.transf_matrix[0,:])))\n",
    "    nxy.append(np.dot(ellipsoid.transf_matrix[0,:], np.dot(nti, ellipsoid.transf_matrix[1,:])))\n",
    "    nxz.append(np.dot(ellipsoid.transf_matrix[0,:], np.dot(nti, ellipsoid.transf_matrix[2,:])))\n",
    "    nyy.append(np.dot(ellipsoid.transf_matrix[1,:], np.dot(nti, ellipsoid.transf_matrix[1,:])))\n",
    "    nyz.append(np.dot(ellipsoid.transf_matrix[1,:], np.dot(nti, ellipsoid.transf_matrix[2,:])))\n",
    "    nzz.append(np.dot(ellipsoid.transf_matrix[2,:], np.dot(nti, ellipsoid.transf_matrix[2,:])))\n",
    "\n",
    "nxx = np.array(nxx)\n",
    "nxy = np.array(nxy)\n",
    "nxz = np.array(nxz)\n",
    "nyy = np.array(nyy)\n",
    "nyz = np.array(nyz)\n",
    "nzz = np.array(nzz)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sphere_fat = Sphere(ellipsoid.x, ellipsoid.y, ellipsoid.z,\n",
    "                    ellipsoid.intermediate_axis)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "kxx = sphere.kernelxx(x, y, z, sphere_fat)\n",
    "kxy = sphere.kernelxy(x, y, z, sphere_fat)\n",
    "kxz = sphere.kernelxz(x, y, z, sphere_fat)\n",
    "kyy = sphere.kernelyy(x, y, z, sphere_fat)\n",
    "kyz = sphere.kernelyz(x, y, z, sphere_fat)\n",
    "kzz = sphere.kernelzz(x, y, z, sphere_fat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Program Files\\Anaconda2\\lib\\site-packages\\matplotlib\\tri\\triangulation.py:110: FutureWarning: comparison to `None` will result in an elementwise object comparison in the future.\n",
      "  self._neighbors)\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABJsAAAEiCAYAAABeCtMHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7845a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABJsAAAEiCAYAAABeCtMHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x187d1c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABJsAAAEiCAYAAABeCtMHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x191f12e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABJsAAAEiCAYAAABeCtMHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n7gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x191437f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABJoAAAEiCAYAAACxyLg5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBCrQIwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x18962b38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABJoAAAEiCAYAAACxyLg5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAAPYQAAD2EBqD+naQAAIABJREFUeJzs3Xu4HWV99//3d2+ycyI7CQkmhBKLWiTye1rAA4L81CIo\nKPWilkQRHyjqU7FABfpw+FmFp6BVsIBV87QFFamiJUQvqiBHfbQHAnII0AcSQCQNkgRISHZCziT3\n74+Z2Zk1e2bWzFoza82s9Xld17pgz7rnsHaS79739/7e923OOURERERERERERNo10O0HEBERERER\nERGR3qBEk4iIiIiIiIiIFEKJJhERERERERERKYQSTSIiIiIiIiIiUgglmkREREREREREpBBKNImI\niIiIiIiISCGUaBIRERERERERkUIo0SQiIiIiIiIiIoXYK0sjM5sBvA9YAWwr84FERBJMAH4XuNM5\nt67Vi5jZJODgFk9f7pzb0uq960RxX0QqQHG/wxT7RaQCFPt7QKZEE94PnBvLfBARkYxOBb7fxvkH\nAw+1eO6bgYfbuHedKO6LSFUo7neOYr+IVIVif41lTTStAPje977HvHnzynuaEp133nlcc8013X6M\nttT9M+j5u6vuz79s2TI+9rGPgR+P2vVem8l0xmVqu56d3OXWFnHbOlkB9Y77UP+/93r+7qv7Z6jz\n8yvud8UKqHfsr/Pfeaj/80P9P4Oev7uKjv1/NLgvM20oU9u1bgc/2fVSEbfte1kTTdsA5s2bx+GH\nH17i45Rn6tSptX32QN0/g56/u+r+/CGFlPJPZxyvsfHZGrsi7lg7tY/7UP+/93r+7qv7Z6j78/sU\n9zun9rG/7n/n6/78UP/PoOevjEJi/0wbYvZAxti/u4g7CmgxcBERERERERERKUjWiiaRrtm0ZWu3\nHwGAV3ftqsyztKLV558yaWIJTyMikq4q8VaxX0SkMx5dcEK3HwGAjQ8+VJlnaUWrz/8Hi24v4Wmk\nX1Uu0VTWL3N1/0UR6v8Z6v78/arZn5k6I1IExf54en7pFsV+KVtZHfl+TRJUSS98hn7U7M9MiSjJ\noyuJpm780nny/AUdv2fR6v4Z9PzdVdbzx/17VgdE4ij256fn7766fwbFfummbiQbjp+7X8fvWaS6\nPz/U/zPo+ePF/XtW8kmSdCzR1O0RzfkL6v2LItT/M+j5u6uTz5/0712dkP7S7bgP+nfbbXV/fqj/\nZ+h27Ffc7z/drmQ5Ye6crt6/XXV/fqj/Z9DzZ6fkkyQpNdFUhU6GiFSHOiG9T3FfRMIU93tftxNL\nIlItSTGhFxJQZnYWcAEwC3gUOMc590BK+3cDVwNvAp4DvuCcuyHSZj5wOfBa4GngIufc7ZE2Te9r\nZpcBnwSmAf8BfNo592v/venAZcBxwFzgJeAW4PPOuY25vxEZFJpoUgdDRPJSJ6T+FPtFJA9Vvdaf\nkksiklfdq5/M7MPAVcCngPuB84A7zeyNzrmXYtofCNwG/G/gFOBY4Jtmtto5d5ff5ijg+8DFwK3A\nqcAtZna4c+7xrPc1s4uAc4DTgBV4ias7zexNzrntwBxgP+AvgSeA3wX+wT8+v8Bv06i2E03qYIhI\n0RRXqk1/PiJShmhs2bx1W5eeROIouSQiRYuNKxd/sfMPks35wLVBRZKZnQl8APg4cEVM+zOBZ5xz\nF/hfP2lmR+Mliu7yj30GuN05d5X/9SVmdhxwNvDpLPc1MwPOBS53zv3Eb3Ma8AJwEnCTn7Q6OfRs\nz5rZXwHfM7MB59zulr8rCQZaPXHTlq3qbIhIx6jD0X2K+yIi/efRBScoySQiHfPURWd3+xHGMLMh\n4HDgnuCYc875Xx+ZcNqR4fa+uyLt3x7T5s6gTcb7Hog3pS7cZiNe9VPSs4E3xW6kjCQTtJFoEhER\nERERERHpcTOBQbwqobAXgdkJ58yKaf8CMGxm4/2vZze5Zpb7Bv+Nu1fss5nZTODzwLUJz962lqbO\naURbROpu6rhB9hkYzNR2++5B2FHyA4mISKkU9/NTJZOISG0ZMKZaycyG8daO+r/A/yrr5qXuOici\nIiIiIiIi0g0HTh7H7+41NOb4ku0buW9744ZrW9iVdJm1wC68KqWwWcDqhHPWMLaiaBaw0V+gO2iT\nds0s910TOvZCpM3D4ZPMbApwBzAC/LFzLvEDt0tT50REpClVsoqIiIhIrzhy/DDnDf9Ow+vUydF8\njsc5twN4CG/nOADMbAB4D7Ak4RZL/PfDjgPujbQ5NqbNkhz3fRYv2RRuMwy8Lfxs/rG7gG3AB/1r\nl0YVTSIiIiIiIiIiya4GbjCzB4EH8HZ6mwhcD2BmXwLmOOdO99v/A3C2mV3htzkGmA+8P3TNvwN+\naWbnAz8FPoK3+Pcns97XOefM7KvA58zsaWAFcDnwPHCL/2xBkmkicCowzdusDoAXy1gQXIkmERER\nERFpoPWZJLBu+bpSrjvj4BmlXFekDM65RWa2L3AZ3pS4pcDxzrmX/CazgQNC7VeY2QeAa4DPAM8B\nn3DO3R1qs8TMPgp8Afgb4CngJOfcEznui3PuSjObjLe49zTg3/w2QdXS4XgVTg74dfhj4e1at7Kt\nb06M3IkmTZ8QERERERGph7ISRe0KnksJJ6kL59xCYGHCe2fEHPslXpIn7ZqLgcWt3jfU5lLg0oT3\nfkGHl01SRZOISAHM7CzgAryF9x4FznHOPdCk/dnAa/FGEb7onPtupM18vNLX1wJPAxc5524v5xOI\niEgeivtSRVVNKqVp55mVpBKpJi0GLiLSJjP7MHAV3ijCYXgdjjv9Mte49p/GK4+9BHiTf95CMzsx\n1OYo4PvAdcCheHOsbzGzQ0r8KCIikoHivlTBuuXrxrz6TT9+ZpE6UKJJRKR95wPXOuducM4tB84E\ntgAfT2j/34F/cM7d7Jxb4Zy7CW9O9UWhNp8BbnfOXeWce9I5dwneFqVnl/cxREQkI8V96SgllZLp\neyFSPZo6JyLSBjMbwpt7/cXgmL/7wz3AkQmnDQHbI8e2AW8zs0Hn3C7g7Xij5WF3AicV8uAiItIS\nxX0pixImrdN6TyLVooomEZH2zAQGgRcix1/E2xkizp3AJ83scPO8BW8b07386+Gfm+eapdEmECIi\nDXo+7kvnKclUDFV8iVSDKppERDrvcryOw32AAWuA7wAXAru791giIlISxX1poERI+cLfY1U6iXSW\nEk0i0pemjRtg5uDgmOMP7tzIQzs3NRzb6lL7AGuBXXi7DoXNAlbHneCc2wZ8wsz+LNTuTGCTc+4l\nv9maPNcUEZF0ivvSTUosdZeSTiKdpUSTiEjIW8YN85Zxww3Hntu1jSs3r4xt75zbYWYPAccCPwYw\nswHgPcDX0u7lr8mxyj/nI8BPQm8v8a8ZvsZx/nERESmI4r6UQYml6lLSSaR8SjSJiLTvauAGM3sQ\neAA4F5gIXA9gZl8C5jjnTve//j3gCOB+YDre7kVvwtuVKPB3wC/N7Hzgp8BH8Baf/WQnPpCIiKTq\n6bj/1EVnM2/61E7ftlaUSOoNWkRcpBy5Ek2bt24r6zlERGrLObfIzPYFLsNbg2MpcHxoOsRs4IDQ\nKYN4nYw3AjuBnwNHOedWhq65xMw+CnwB+BvgKeAk59wTZX8eERFJp7jf35Rk6j1KOPWuffedxP4T\nJ2dqu3nrAIyU/EB9QhVNIiIFcM4tBBYmvHdG5OvleKPUza65GFhcyAOKiEihFPf7k5JMvW3d8nVK\nNokUYKDbDyAiIiIiIlJ1SjL1B/05i7RPiSYREREREZEUSj70l3XL1+nPXKQNSjSJiIiIiIgkUMKh\nf+nPXqQ1WqNJREQSaRMIERHpR0owSEDrNonkp0STiIiIiIgISjBJPO1KJ5KPEk0iIiIiItK3lFyS\nrFTdJJKN1mgSEREREZG+pCST5KW/M/3LzM4ysxVmttXM7jOztzZp/24ze9jMtpnZ02Z2ekyb+Wa2\n3L/mY2Z2Qiv3NbPLzGyVmW0xs7vN7A2R9yeY2UIzW2tmm8xssZm9ppXvQxZKNImIiIiISN8IdhRT\nwkBapb8//cfMPgxcBVwKHAY8CtxpZvsmtD8QuA34GfAHwFeBb5rZe0NtjgK+D1wHHArcAtxiZofk\nua+ZXQScA3wKOALY7LcZH3qka4ATgZOBdwFzgB+1+O1oSlPnRKQvDY8bYJ+9BjO1HXlVOXkRkbpT\n3BclBqRoWrupr5wPXOucuwHAzM4EPgB8HLgipv2ZwDPOuQv8r580s6OB84C7/GOfAW53zl3lf32J\nmR0HnA18Ost9zcyAc4HLnXM/8ducBrwAnATcZGZT/fanOOd+4bc5A1hmZkc45+5v71szln6KioiI\niIhIT1OSScqkCqfeZmZDwOHAPcEx55zzvz4y4bQjw+19d0Xavz2mzZ1Bm4z3PRCYFWmzEbg/1ObN\nwLhImyeBlSnP3xZVNImIiIiISE9S5186SRVOPWsmMIhXJRT2InBwwjmzYtq/AAyb2Xjn3HZgdsI1\nZ+e4b9A27l6zQm12+AmopDaFUqJJRERERER6jpJM0i1KOFXfzzes4+cbXm449squV7v0NKWwbt5c\niSYREREREekZSjBJVSjh1H3TfncqM6ZPHXN8PjOYHzm2bP0Ip9yzJO4ya4FdjK3+mQWsTrj1GvZU\nG4Xbb/SrmYI2adfMct81oWMvRNo8HGozZGbDkaqmWaHzC6U1mkREREREpPa0To5Ulf5u1ptzbgfw\nEHBscMzMBoD3ALGZKf/4eyLHjgPujbQ5NqbNkhz3fRYvWRRuMwy8LdTmIWBnpM0bgbkpz9+WXBVN\nF190IVOnNmYDT56/gPkLFhT6UCLS325etIjFNy9qODYyMtKlp+lvivsi0gmK+9XylUeWM2VcYzfh\n+Ln7ccLcOV16oubUiZc6UIVTo9tXruKOlY0FQZt2Vnb62tXADWb2IPAA3k5vE4HrAczsS8Ac59zp\nfvt/AM42syv8NscA84H3h675d8Avzex84KfAR/AW//5k1vs655yZfRX4nJk9DawALgeeB27x24yY\n2beAq83sZWAT8HXgXufcr4r59jTKlWj68hVXcuhhh5XxHCIio+YvGJvIeGTpUt559Du69ET9S3Ff\nRDpBcb9aLjj0YObFTDWpIiWYpI6UcPKcMHfOmAR2yvS1rnLOLTKzfYHL8KbELQWOd8695DeZDRwQ\nar/CzD4AXAN8BngO+IRz7u5QmyVm9lHgC8DfAE8BJznnnshxX5xzV5rZZOBaYBrwb36bHaGPcB6w\nG/ghMB64A/jz9r8z8bRGk4iIiIiI1IoSTNIL1i1f1/fJpjpxzi0EFia8d0bMsV/iVSilXXMxsLjV\n+4baXApcmvL+duBs/1U6rdEkIiIiIiK1oSST9BL9fZZepIomERERERGpPHXIRUTqQRVNIiIiIiJS\nWdqxS3qd/n5Lr1FFk4iIiIiIVIo63tJvtF6T9BIlmkSkLw1P2Ivp48dlartu+86Sn0ZERMqmuF8P\nSjBJP1OySXqFps6JiIiIiEjXKckkItIblGgSEREREZGu0RpMInvo34L0AiWaRERERESkK9SpFhlL\n/y6k7pRoEhEREREREakQVfpJnWkxcBEREREREZEKCpJNWiS8NVN+ZybTZ2f73k1Zk23DCGlOFU0i\nIgUws7PMbIWZbTWz+8zsrSltv2Nmu2Ne/zfU5k9j3t/SmU8jIiLNKO63T9UaItmpwknqRIkmEZE2\nmdmHgauAS4HDgEeBO81s34RT/gKYHXodALwMLIq02xhp99rCH15ERHJT3BeRblHCSepAiSYRkfad\nD1zrnLvBObccOBPYAnw8rrFzbqNz7sXgBbwVmA5cP7bpnnbOuZfK/BAiIpKZ4r6IdJUSTlJlSjRJ\nZkO7d3T7EUQqx8yGgMOBe4Jjzjnnf31kxst8ArjbOfdc5Pje/rSMlWZ2i5m9qZCHFslBsV+kkeJ+\nMdRBFimG/i1JFSnRJJkEHY2h3TsaXiLCTGAQeCFy/EW8aQ+pzGwOcDzwzchby4EzgA8CH8OL1/ea\n2f7tPrBIFuE4r7gv0kBxX0QqRckmqRrtOidNpXUswu/tGBjqxOOI9JrTgfXALeGDzrn7gPuCr83s\nXmAZ8Cngkk4+oPQfxX2RUinui0jh1i1fp53ppDKUaJJEeUeu1fmQOhkaHs+ESRPGHP/Z+nX8fH3j\nqNDmXbvSLrUW2AXMihyfBaxOO9HMDG89j+86515Na+uce9XMlgJvSGsn0q48sT/aVrFfqkxxvzpU\nfSFSDiWbus/M9gG+DpwI7AZ+CHzGObe5yXmXAZ8EpgH/AXzaOffr0PsT8Dah+DAwHrgT+HN/3b/M\n9zazucDfA+8GXgFuAP4/59wu//13A+fhrSU4DDwNfMU59/083wclmiRWu9MjlHSSunrP9Bm8Z3rj\nD+intmzmzKcej23vnNthZg8BxwI/BjCzAeA9wNea3O5dwOuBbzV7LjMbBH4fuLVZW5FWKfZLP1Lc\nF5FeomRT192IN/BwLDCEt+nDtcCpSSeY2UXAOcBpwArgcrydTN/knNvuN7sGeD9wMt4Opd8AfgQc\nnfXe/s+V24BVeGsKzgH+CdgJ/JV/jSOBR4Av4U0R/yPgn8xsxDl3W9ZvghJNMkbRa3BoxFv6wNXA\nDWb2IPAAcC4wEX83ITP7EjDHOXd65LxPAPc5556IXtDMLgGWAM/gjWxcgLcddnRND5G2lbH2kpJO\n0uMU90WksoKqQSWcOsvM5gHvA97inHvYP3YO8FMz+0vn3JqYcwzvZ8jlzrmf+MdOw0vynATcZGZT\n8aphT3HO/cJvcwawzMyOcM7dn/He7wXmAcf4u5o+ZmafB64ws0udc686574UecSvmdl7gQ/hJaky\nUaJJGnRiodcs91CnROrEObfIzPYFLsNbCHYpcHxoW+rZeJ2FUf4PjA8Bf5Fw2WnAdf6564EHgaP8\nbbRFCqO4L5Kf4n7rNG1ORHrYkcCGINHj+xneNLYjgH+JOedAvCqk8E6mG83sfv96NwFvBsZF2jxp\nZiuBtwNB22b3PhJ4LPSzCuAuvKl0hwCPJnyuacCYAZI0SjQJUL3tq4PnUcdD6sI5txBYmPDeGTHH\nRoDJKdc7Hzi/sAcUiVGl2K8KKKkbxX0REYmYjbcD6Sh/vb2XSd6VNDge3cn0BfasBTgb2OGc2xjT\nZnaoTbN7z064T/DemESTmS0A3gL8j4TnjzWQp7H0pip1NKK0pbaISDmqHFcV90VERKQqzOzLZra7\nyeuNRd+24Ovlvq6Z/SHwbeCTzrlleW6iiqY+V6df5FXlJCLSPsV9EekWTZsTkar4lyd+w4+feLbh\n2Mbtib8j/S1ewiXNs8Aa4DXhg2a2F7CP/16c4PgsGquNZgEPh9oMmdlwpKppVuj8LPdeg7ebXNis\n0Hvhc9+Ft+HFuc657yU8eyIlmvpYnTobYep4iIi0pu5xHxT7RUREJLspr53FtNfuN+b46QcdwOkn\nvavh2CP/tZp3/fXY/Recc2uBtc3uZWZLgGlmdnhoraRj8GaS3Z9wWpCgOhZ4zL/OMPA29kzPfghv\nZ7hj8Xaaw6+gmou3iQT+f5vd+17gs2a2b2idpuOAEUJrMJnZu4GfABc651rakEKJpj5U145GlDoe\nIiLZ9VrsV9wXERGRKnHOLTOzO4DrzOxMYAj4BvCD8I5zZrYcuNg5d4tzzpnZV4HPmdnTwArgcuB5\n4Bb/uiNm9i3gan/NpU3A14F7nXO/ynHvu/ASSt81swuB/fx7LXTO7fSf7Q+BW4FrgB+ZWbC+0w7n\n3MtZvxdao6nP9EpHI0rreYiIJOvF+Ki4L1IvmjYnIn3iVGA53o5vtwH/CvxZpM1BwHDwhXPuSrzE\n0bXAr4BJeDuZhn/ROQ8vAfRD4JfAKrydTDPf2zm3GzgR2IVXAfVd4AbgktA1TgMmAJ8FVvv3WQUs\nzvwdQBVNfaUffiHXSLeIyB79FPdBsV9ERES6yzm3Hi/hk9ZmTMGPc+5S4NKUc7YDZ/uvdu69EvhA\nyvtnAGN2Ts1LiaY+0Q+djTB1PESk3/Vb3AcNNoiI5PX8qk0NX+8/Z0qXnkREeokSTT2uHzsaUep4\niEi/6ffYr8EGkWrRtLlqiiaZoseUdKq/8L+9GQfP6OKTSL9RoqmH9XtHI0odDwmbMG0Ck4YnZWu7\ncVfJTyNSHMX+RhpskIDivognLsHUrJ2STiKShxYD71HqaKTTIrIi0msU19IF3x99j0Skn2VNMsWd\n1+q5Ug2qLJROUkVTj9Ev0PmoyklEeoFifz6qchLpHHVuq6GoJNHzqzapuklEmlKiqYeoo9EedTxE\npI4U+1unwQYR6QdFVyIF11PCSUSSaOpcj1BHozj6XopIHWgaWLH0vRSRXlP2dDdNpasfVRhKpyjR\nVHPqaJRD31MRqTLFqHLo+ypSLHVqu6OT6ykp2SQicZRoqrGyfiG2HZuxHZtLuXadqMMhIlVT1uCC\n4r6ISP11a8FuJZvqRQlg6QSt0VRTZSaZ4v7fDU2OPd5J4WfolKHdO7Ruh4hUQj/G/ehzdILivkgx\n1JntnCokerRIuIiEKdFUM53oaLTyfickdYBERHpdN2J/FeI+7HmOTsZ9JZtE2qMkU2dUIcEUpkXC\npYqGZu3P+ANem63tNk34Koq+kzXSrSRTFXVymoem0IlIt5S5Dl/dYn8Q9xX7RUSql2QKq/KziUfJ\nYCmbKppqQh2NeJ2qctLotoh0muJ+sm5UOYlINurAlktJHBGpA1U0VVw/j2YPbMv3g7TskW6NbotI\np/Rr3M9LcV9E+omSTFIkJYWlTLkqmi6+6EKmTp3acOzk+QuYv2BBoQ8lnl7uaGRNIgXtdk/IPte7\nzJHu8J+JKpzKc/OiRSy+eVHDsZGRkULvMX54iAnTJ2Rry/ZC710nivudVWZio9uxP+/gQStxH4qP\n/Yr7naG4Xy1feWQ5U8Y1dhOOn7sfJ8ydk3qeOq7lqFuCSWs0SVa3r1zFHStXNxzbtPPVLj2NFClX\nounLV1zJoYcdVtazSEhdk0x5OxJ5r1uVjgeo81Gm+QvGJjIeWbqUdx79ji49Uf9S3O+cOieZyoj9\nrcR90GBDXSnuV8sFhx7MvOlTmzcMUZKpHHVLMkm9rFu+jhkHz+ja/U+YO2dMAnvZ+hFOuWdJl55I\niqI1miqom0mmcGch+st9WUmkPKrY8YA9f2bqeIhIK7o9uJAUW3sh7kO5SSfFfRElmcpQ1wSTqplE\nBLRGU+VUJckUfB1+lc22b254pWn1mcretShYU0vreohIVlVJMgX/3824nxb723kmxX2R8ijJVLy6\nJpmknvRvuFhmto+Z3WhmI2a23sy+aWZNR7zM7DIzW2VmW8zsbjN7Q+T9CWa20MzWmtkmM1tsZq/J\ne28zm2tmt5nZZjN7wcyuNLPBhGd6g3+v9Xm/D0o0VUgZv6Rm/eU6+st7s0RPrmeI6Uhk6VyUmXDq\nBHU8RKRbWkkyFRn3g+vljfvh89KeuZ2EU5kU90WkXUoyidTejcA84FjgROCdwLVpJ5jZRcA5wKeA\nI4DNwJ1mNj7U7Br/eicD7wLmAD/Kc28/oXQb3sy2I4HTgT8FLot5pnHAD4B/BVyzDx2lqXMVUVaS\nqaXz/F/wi+50tCp4Djc+ORHc6hpO2hpbRLqpm7E/LslUlbgPzWN/q1PqRKQ4qoQoVjeSTMFUtyLu\nrWlz9dXttZp6hZnNA94HvMU597B/7Bzgp2b2l865NTHnGHAucLlz7if+sdOAF4CTgJvMbCrwceAU\n59wv/DZnAMvM7Ajn3P0Z7/1evETUMc65l4DHzOzzwBVmdqlzLrwS+xeAJ4CfA0fl/V6ooqlH5Uky\nlTmiXaS6VzhJbzOzs8xshZltNbP7zOytTdqPN7Mv+udsM7Nn/R8Y4TbzzWy5f83HzOyEcj+FdFLR\nSaY808PqEveh+Aqnbu++J71DcV+K1O1Kpv3nTGl4iUhLjgQ2BIke38+A3XiVSnEOBGYB9wQHnHMb\ngfv96wG8GRgXafMksBJ4e457Hwk85ieZAncBw8AhwQEzOwavcuoswFI/cQJVNFVAGZ2NrFI7G1s3\nZrvIxOHM98t17YTrFlnhpKomKYKZfRi4Cq/c9X7gPLxy1zdGAnnYImBfvNGJXwP7AaPzo83sKOD7\nwMXArcCpwC1mdrhz7vGyPot0RlXi/hgVjfvgxf6iK1tFWqW4r2qmXpCWUIq+1ywRpuRU/amqqRCz\ngRfDB5xzr5rZy/57SeeAV8EU9gJeAipos8NPQEXbzA61aXbv2Qn3Cd571MxmANcDpzrnXvEKrvJT\noqmLutnRgIKSTHnb5rF1Y9NOBzRPOCnZJB1wPnCtc+4GADM7E/gAXmfiimhjMzseb870gc65Df7h\nlZFmnwFud85d5X99iZkdB5wNfLr4jyCdUmTsbyfuQyT2VyXuQ9sDDVniPpS3E6n0BcV9KUS3K5my\nypt4EuklZvZl4MImzeYVfduCr5f1utcB33fO/Xs7N1GiqeZanQKQNcm0a6T5aNXg1BIz3006HZBt\nHQ91OqQsZjYEHA58MTjmnHNmdg97yl2jPgg8CFxsZh/DW/Dvx8DnnXPb/DZvxxstD7sTb6621FQR\nSaaipn6lJZmaxf5S4z60nXDKEvehvIGGod072DEwVPh1pRoU96UodU7WqIKpN/ViVdNes+cybu5B\nY47/4Na7+edb72k4NrLplaTL/C3w7Sa3ehZYA0R3gtsL2Md/L05wfBaN1UazgIdDbYbMbDhS1TQr\ndH6We68BotO8Z4XeA/hD4I/M7H8GlwEGzGwn8D+cc99J+BwNlGjqknY6G+12MrJOm8iSZMrTrq2O\nScaEU1U7HdLTZuJNfYiWob4IHJxwzuuAo4GteB2IfYH/DczAGw2H+NLWF0kuu5WKazfJ1E7sz1PJ\nlCWmdyTuQ6aEUxFxHzTQILn0bdzvxU5ot5SdZFq2ac/PnHlTxia+kxJFMw6eoWmR0hdOOfE4Tjnx\nuIZjDz/+JG/90CfGtHXOrQXWNrummS0BpvlTnoMk0TF4a2Pfn3BakKA6FnjMv84w8DZgod/mIWCn\n3+ZHfpuT/lnbAAAgAElEQVQ3AnOBJX6bLPe+F/isme0bmuZ9HDCCt/A3eAMm4bW8TwIu8o+vavY9\nCCjR1AWtdjbKSDAldTainYjdmzaQZGDKtEz3z9oxgZTOSZPpdGnU6ZAKGcBbmO9U59wmADM7H1hs\nZp92zm3v6tNJZRRRvdRqkqkycR9SY38RySbQQIOUrqfivhIR7SkzyRROMEF8kilJkESMJhP1591f\nlFBunXNumZndAVznT6keAr4B/CC845yZLQcuds7d4lfEfhX4nJk9DawALgeeB27xrztiZt8CrvbX\nXNoEfB241zn3qxz3vgsvofRdM7sQb63Ay4GFzrmd/nWWhz+Tmb0N2O2ce4IclGiquKKmSORJMkWl\ndTayvD/6DBk7JuB1TlpJNmVZLFadDklz+8pV3LFydcOxTTtfTWgNeKMbu9hTdhqYBawe2xz846uC\nzoZvOV5p6u8Az+CNbOS5plRY3gGGMhJMkL7DXNYkU5b3R5+hqLgPSjZJaRT381HSoXqiyaVm8k57\nU+JJJJdT8RI8wY5vi4G/iLQ5CG+nNwCcc1ea2WTgWmAa8G/A8c658D/u8/zr/RAYD9wB/Hmeezvn\ndpvZicDf41VAbQa+A1zS5DO5Ju+PoURTh+XpbJTV0YDWRrR3J4xMD2ScGtGsYxLtkJSVbMqjiE6H\n1uqopglTJzJpxtg/2z+Z8Xv8yWG/13Ds8ZfW88c//HnsdZxzO8zsIbxS1h8DmNkA8B7gawm3/3fg\nZDOb7JwL/jEehPcD4bf+10v8a4avcRx7ymOlJjod9yFjkimhijUaq+Nif1FxHxpjf9NkU4oik02g\nqtZepLgvVVBkNVPeBFNRlHjqfapqap1zbj1ewietzUDMsUuBS1PO2Y63OcTZbd57Jd7mFZn4azJ9\nJ2v7gBJNHVTnJFOapATUmOdp0nkI7pe509GB0W1Qp0MyuRq4wcweBB4AzgUm4m0Nipl9CZjjnDvd\nb/994PPA9WZ2Kd5aHV8BvhWaPvF3wC/9qRU/BT6Ct/jsJzvzkaSOUtfgC8u4Hl9SfC8q7oMX+4uI\n+02fpYXYr7gvKfou7iuZ0L5OJ5lamTbXirhz9fdFpL8p0dQhnUwypXU0Wp02Ee5U7NzYmJwaN5zt\nl/4sHZOBqTPGdDpSdSjZBOp0SDLn3CIz2xe4DG/R1qV45a7BInuzgQNC7Tf7W1Z/HW8XonXATcDn\nQm2WmNlHgS8AfwM8BZyUd360dFenYn+zBFMr6/F1Ou7DnoGGKkyfBg00SDLFfemmdiqZOrVbXLPE\nlRJRIr1NiaYekWUUu4hpE9HORtKxOFk6JrtH1o3pdATP1u3KJpE0zrmF7NkZIvreGTHHngTe2+Sa\ni/HmVksNdSLJlDv2t5BkilN03IexAw1VmD4tkkZxX/IoopopT4KpiGqm6a8fu+Hh+meSdmjPR7vb\nifQ2JZo6oMzORtZpElmTTFFpSaZt60YAmDBjaqZnyNIxGTc83FqnI0XR0+g0si0iRSor7kNrmz5E\nk0zh2F1W3A/uGzfQUNdBBq3PJyKBTieZkhRRzRRNPuVJPIXPXf/MmtEElxJO1aR1mqQdSjSVrKwk\nU56OxhgFTJsIOhvR/0+TpWOyc+PG1jodTdbt6HanQx0Okf6Sd5e5rIpKMmXd9CEuyRT9/zRZ4z7s\nGWgI1nUKBhpSq1qVbBKRPtCNRb/jqpmytIsmnpKuM/31s0fbKuEk0nuUaOoDRU+byNrBaOW8CTOm\ntt7p6OAisa1Qh0OkP1RhgKHV9fjCkpJMeeRJSAUDDdGqVmh9oKHInehUzSoirWi3mqmVJFOnFgGP\nk5agmnbQ6LJlbHjqudG2SjiJ9B4lmkpUuc5GgdMmALavfyXzcwCMn7530zbhaRktdTo6uEhsK5Rs\nEultlYv70PZ6fNFkUZ7YnyXuB/doa6AhRbNkE1Bq7FfcF5EqyDNtLms1Uxbh5FLc8aSEk5JNIvWm\nRFNJKtfZKHjaRN4kU9Zzgk5JW52OkpNN7Y5sq9MhImUpa9OHQN7Yn7X9+Ol7j8b94BlyDTS0MX0a\nyh9oUNwX6U+9Vs0UTRpteOq5zG0Bxh9w4Oj/b3/u2dF2wXXCCSdVN4nUmxJNNVJ2kikq67SJ7Ruy\nP9f4aem/yAedkjI7HVk6HFDuCLeI9J4qDDA0KHDTB2hMGuWJ+5At9gdxH1qcRt3G9GlQsklEitWN\nJFOZ4hJHSdVKUeEEU/TY9ueebahuAq3fVCVaEFxapURTCTqxpXWrip42kbezkaX9+GlTSu90dHv7\na3U4RHpLFeJ+u+vxZU0ytaJZ7A/iPmQfaIjdkbTNuJ+WbCpinSbFfhHphm5Mm4tLLgGMm3sQADtX\nPjXaLlzdBJpOJ8Xavfe+7Jo6J2Pbl0t+mv6hRFMPyrouU1gr0yaiHYct67J3nibNSP5lffuGTZXo\ndGh0W0R6TVoVa1hakikc+4uO+8H9sgw0RKtawR9oqPAgg4hI2ZZt2jFm+tzzqzblSjZFtVO5BHuS\nS3HHdq58qqG6Kbhf3ul0WSrI2vkeiEg+SjTVyO4JU1qfQkH61IkkWUe083Q2mrWfNGNy5TsdRe1A\npGRT94ybMrnpdJ7RttuqVb4u1bNjYChzVZMbmlx4VVPaLnNJsg4whLWaZGrWPoj7UFB1UzDIEhP7\nu51sUtzvHsV9kXLEJZjikkvAaGXJ4Miq0Xbh6iYobzpdkIxSwkmkfAPdfoB+V/R2yVk7G2kLgDez\nfcOm0Q7BlnWbRzsP29Zvy/VKElwvfJ/t618Z7XiEk19B52j3yLrRzxH+bKPJta0bM1d3iYjUWsa1\nmZJkWZcpnDQqKu6HY3/0/tvWjYw+VzgpFo77Qexv+MwJcb+VxFyR8ky1FJH+lGdR76i49Z3iKn7i\nEjVBMicsbtHv8QccOPoKGzf3oDFJpl1T54y+osfizglfc9pBB4wmnaa/fnbD1L7w2kH7z5mSOYHU\n7vpZItKcKppKkGdku1QZdhvKsi5T1o7G6PG1WwCYNHNS6uMldTomTJ8weu2s1U3jhodHP0/e6iaN\nbotInbUzwFBU3IdssT8t7gfXj6tuarYjKTRWN42J+5A59pe9TlNAsV+kt+0/Z0pXExpxU+iyiK7R\nFJ02F04CJVUtBeLWxdk17F1/cOOa0Tbh6iZobzpd1u97u9MJ+4kWBJdWKNHUQ7J0NoKORpkJpqSv\n48R1SLat31Z4pwPSp1S00uEokjocIv0lz/S5VqdN74qp8swT+/MmmJK+jhON/cE1kwYaolPpIPtA\nQ1G70omI1Ek0yRRNqkQTB+EEU1pyCRoTTOFEUfB1VJBcijs2uHFN4dPpgs/aLOGkqXQi5VGiqWba\nXacpKuhoFJlgajZiHRbXIZk0c1ItOh1FjmyDkk0ikt+YAYaUKcJFVzFlif1xcT/uXNgT+9sdaEjd\nkTQy0KCKVhGpsnlThmKnwWU5LxBOoqQllyB/ggm8hFG0Smm0TUyCae3WXQDMnDg42iZc3QRewqmd\n3ekgf8JJySaRYinRVAFlLAwbN20uy25DzToaeTsZ6zfvBGD65HGp63OEOyPh6RdldTrikk3d7nCI\niHRSq1VMzWJ/K3E/uG7cQEOwW13WgYZoVSvEDDSIiPSoLEmmohJMsCdx5DXcdzSBFNXQjsaEU9HT\n6YLPm2c6naqbRIqlxcBrJqmaKc/CplkW/05a7DsQ7mhEF3ldv3nn6CvuWPh49Bpx9wgfD3d88iwU\nLiLS81rc8CBuR9HoJg/gxeQssT/6dZa4H3ePcNxP2iRi9FoxC4W3I61yuPCBIRHpWUUkLdpZFDxO\ndIpckGSKLu4dLNAdJHrCi3dHk0xrt746+lr+8nbWbt015hW2duurof/f8164Oiq6eHh0sfDgOcOf\nIUmetbKeX7VJi4VLW8xsHzO70cxGzGy9mX3TzJpWM5jZZWa2ysy2mNndZvaGyPsTzGyhma01s01m\nttjMXpP33mY218xuM7PNZvaCmV1pZoORNmZm/9PMnjKzbWb2WzP7bJ7vgyqa+lieX8jDnYDosUBc\nR+LlHbvGHNtnaDC27fTJ4xquO2H6hNjqpqSFwsvSqXWaRKS/ZK1mbWWAIU8layBczRQVTf6EReN5\nXNxPE479oxWsTaqbRp85VNWai6pZRaRGWplClzZlLiptge+GneJiEkwAz7zcWOn6DPD6fdI3BQrO\nnTlxr1zT6YKpdGFBVVN4x7ygmqnVpJGm0zXSguC53AjMAo4FhoDrgWuBU5NOMLOLgHOA04AVwOXA\nnWb2Jufcdr/ZNcD7gZOBjcA3gB8BR2e9t59Qug1YBRwJzAH+CdgJ/FXoOn/nX+N84D+BfYBcfwGU\naKqRzJ2NnKPa4SqgVjXraKz1v545NDjmvX2GBsdcI5hykbS+R7uKmj5X9DpNIiJlyFPZGa4cbSYc\nt5PiPmSL/dG4HySbREQkm2bVT2kLfsdJmyYXTTL9JpJsCr5+XSjhFCSfnnl5y+j/r936KjMn7jV6\n/bipd8E0uiDJFEydg7FJpiDBBK0nmaLnK+EkWZnZPOB9wFuccw/7x84Bfmpmf+mcWxNzjgHnApc7\n537iHzsNeAE4CbjJzKYCHwdOcc79wm9zBrDMzI5wzt2f8d7vBeYBxzjnXgIeM7PPA1eY2aXOuVf9\n65wJHOKce9p/zP/K+73Q1LmKKCtZsStH5yJu+kQRwp2NtTt2NXwNXuck7wi4iEg/KGK6dFgrlaxF\niMZ9yF/5VLjQoEyr308RkWaKSlK0OoUuTxVK3FpMcZKSTI8/v5FbH/wttz74Wx5/fiOPP7+Rn/zn\nGn7z8hZ+8/IW7v712tFzolVQsKeiKbyoeLeSTGGaSic5HAlsCBI9vp8Bu4EjEs45EK8K6Z7ggHNu\nI3C/fz2ANwPjIm2eBFYCb89x7yOBx/wkU+AuYBg4xP/6j4DfAB80s2f913VmNr3JZ2+gRFPNZf3l\nuJXpE3Gj2kWNLleu06EOh4jUWYcqWdupMm0W94PKpiITXFF5Bl+K3OFVRKQIacmmpEXA44SrmaIL\nf7fq8ecbfw49u3pj7HvRyqc0VUgyyR7h77Ekmg28GD7gnHsVeNl/L+kc8CqYwl7AS0AFbXb4Caho\nm9mhNs3uPTvhPuHneB3wWuBPgI8Bf4qX6Fqc8PyxlGiqiaJ+4S1yYex2p7XFdToC0Q5H2vogeYQT\nbnk6HCIiZWilmrVZMrwKlaxJKjfIEKJBBhGpg1Yrm6I7zXVCNNkUJJzyJJvyJplEymBmXzaz3U1e\nbyz6tgVfL+t1B4DxwGnOuf9wzv0S+ATwh2b2e1lvojWaaiz2l+KMo9rB9Im0Ue1JMybnWqujFWt3\n7GLm0J652C/v2NWwbkd4zY7w4rDhhWHDW14H211PmDG1reeKrtXUiQXBdwwUu6uIiNRbuwMM7S4E\nPmH6hNHk/qSZkxo2g2hHNO6H5Y37We3etIGBKdOA5DX6RETqKJp4KmoR8KyaJY2eXb2RA/drPc5G\nFwDvVpJJi4PX167JM0bXGQu7adEibl60qOHYyEhi3/hvgW83udWzwBoguhPcXniLaY9Zn8kXHJ9F\nY7XRLODhUJshMxuOVDXNCp2f5d5rgLdG7j8r9B7AauBV59yvQ22W+/+dCzxNBko0VUjSDkRVKN8P\ndzjiTJ88LnYnuSzSOh1lU4ejfw0NT8y8W9XQlmI62CLtamWAIUsl6/hpU1J3ncsrrWI1eL/oQYao\n3SPrGJiqHXJkD8V96Zb950wpdDpXq1VNkG0R8Czi1lgKW7f6FWbs5/17CyqbDtxvmMef38gh+w+P\nXqPZ7nSB8Qcc2FDVlETT5srVS7vPfXjBAj68YEHDsaVLl3LUO94xpq1zbi2wttk1zWwJMM3MDg+t\nlXQMXpXQ/QmnBQmqY4HH/OsMA28DFvptHsLbGe5YvJ3m8Cuo5gJL/DZZ7n0v8Fkz2ze0TtNxwAjw\nhP/1vwN7mdnrnHO/8Y8FmejMi4Jr6lyFZNnmOo+ypoa1u05T3DSJcKckbc2O6BS6oOKq1Q7SoDoh\nIlJBZQwwZKlkBa+aNU0r06abxf0iFLGDaqepklVEyhJOBhQ5bS5YCDyLdasbp2eHp9K1Ki5R9vyq\nTaMvkW5yzi0D7gCuM7O3mtk7gG8APwjvOGdmy83sJP8cB3wV+JyZ/ZGZ/Tfgn4DngVv8NiPAt4Cr\nzezdZvZm4HrgXufcr3Lc+y68hNJ3zez3zex9wOXAQudcUDVyD14l1bfN7FD/Xv8I3BWpckqlRFPF\nFbHjUDB9Iuv6THmmI+TtcASdjaqsydFA1Uwi0mF5BhiKWkMoz9TiZjF++uRxma9V5CBD7LNGPpeq\nmUSk3xQ1tStux7m1W1v73X3d6lfGJJygccpdkLzKco9g6hx0fm0mJbIko1Pxppr9DLgN+FfgzyJt\nDsLb6Q0A59yVwNeBa4FfAZOA451zO0LnnAfcCvwQ+CWwCvhQnns753YDJwK78CqgvgvcAFwSauPw\ndp5b659/K/A48JE83wRNnSvB0O4dzRuVIeeuQ1mUuU5TeKoENE6lSJtGEScuOTZuuPXEUXh9JhGR\nushbyTp++t6ZFwQvYp2maNzvlGB9JiimktV2bG5pIXcRkU5rt5opbm2bVoSn0jWbPrdreDaDGxuX\nswlPmwvWZ5Lu6KXpc2Vwzq3HS/iktRlT8OOcuxS4NOWc7cDZ/qude68EPtCkzWrg5LQ2zaiiqc91\na2Q7UMnKpi7Q9AmReuvaAEOCPAuBB/JUs8bJmkCKxv2kqqY4cT+Hsq65E0uVrCLSIWUvJJ1lEfCi\n1mfKasPqF9iwunEn9SzT58JJpvBC4HE6XWWkqiaRbHJVNF180YVMndqYmDh5/gLmRxbRkuLsnjCl\npbU6WlmfqciR7X2GBltKIqUtDB7XwYhbS6SM6RNl7zgnjW5etIjFN2feBUJKpLhfcTkqWccND4+u\n09RMs2rWZhtEzBwaTF2DqazKJlWy1pfifrV85ZHlTBnX2E04eq8pHDNNVQztKHpR8LrYsPoFpu03\na8zx37y8hdeFqplmTtzzc2FwZNXY63Rx2pyU4/aVq7hj5eqGY5t2Zl8HTKorV6Lpy1dcyaGHHVbW\ns0jJBqbOyLVOU7DAdrsdjmaadThaqZRKEp4+IdU1f8HYRMYjS5fyzqPH7gJRFWZ2FnAB3hahjwLn\nOOceyHDeO/DmWf+nc+6w0PE/Zew2qtucc+2txp+T4n65knYbjW07fnKh6zRlXTy7zF1Hs4rbhKLd\nCqxuUyVrI8X96sR9gAsOPZh50/cMMqhTX5yqJJvGH3BgadeOW5MpOB43fS4sOmUONG2ul50wdw4n\nzG1cE2zZ+hFOuWdJwhlSF5o6VyF51ntod+S11VHfVnYbSqpQakcR0ye045wUxcw+DFyFN6/6MLwO\nx51mtm+T86bh7SpxD+BimmwEZodery3wsaVARScN2q2izJNUzxM7m+06mqdKKa7qNTg/GGBotZK1\nCKpklTSK+1IlZU/LyyptWlx0Ct0h+w/zun0m8fp9JjFz4l7MnDg4JskUnjYXrmYKdCthV4VEYbcp\n+SzNKNEkDb+gt7XWBc2rj5p1QoKkVFJnI+uodu5EmtbpkPacD1zrnLvBObccOBPYAny8yXn/AHwP\nb9cHi3nfOedeDL1eKvSppS/kmT4cjqdxCZ2wVgYeOkU7zkkHKO5Ly4pMDBVxrXFzD2rr/MefT5+W\nPfLcsszXGhxZ1TBtLlzNFFCSQ6T6lGiqgSJHtlvtcMQpcmS7Sjq9ToemT9SbmQ0Bh+ONTgOj24Le\nAxyZct4ZwO8Cf018ZwNgbzNbYWYrzewWM3tTYQ8uldHJ3cuqVM0a/IzIOsDQaiVr0TvOiSjuSxHa\nTRDtP2dK7DU6uRvYb17OthPp1APmMW2/WczYb28O3G84tpopKm4R8PC0uW5XFXX7/iJVp0RTCbqS\nOMixIGwgT4ejGyPbaVMnkp5J0yekC2YCg8ALkeMv4k17GMPMfg/4EvAx59zuhOsuB84APgh8DC9e\n32tm+xfx0CJVqmbtClWySusU96UQrSabks7rVJLpmYwJpkDcQuBRgxvXjFYyBUmmoJpJi4BXk/4s\nJI0STRXTyZHtsDwJmnZHtveJ/H/SqHZU2qh2N2VdyFcEwMwGge8Dlzrnfp3Uzjl3n3Pue865x5xz\n/wp8CHgJ+FSHHlW6LG+SO2230SpUs+4TivHNEk9p06WTnlE7zklVKe5LUdKqmOKSTNNfH5v3TLVr\n6pzE99Zuzbcb2LT9Zo0mmYJqpmaiSaZAFRcBV1WTSLJcu85J9+yeMIWBba0Fs92bNuRqP3763mxf\nH79bRNSkmZPYsrZxVCPLDkTRTka7C4YnjcaHO1dl7TjXreSgtGdo6t6xCdbF9z/O4l893nBs45bU\nXRXXArvwdh0KmwWsHtucKcCbgUPN7Bv+sQHAzGwncJxz7hfRk5xzr5rZUuANaQ8j3bNjYIih3Tu6\n/RhNjRseZufGbFWw7e46OnNokLWhRb/DsT9uACKpMmo08dShStayacp0dyjuSxVl3YUubxVTK0mm\nJGu3jt28IU2ws1x4l7lgyhwQuwj44Miq2CRTlRYBF5HslGiSVOOnTWH7htaD+T5Dg6M7CwWdinCn\nI6nSqdkaHWlT+bKMajes09HF6RPqbFTPyUccwslHHNJw7JH/Ws27L4/uOO1xzu0ws4eAY4EfA5jZ\nAPAe4Gsxp4wA/0/k2FnAMcCfACvi7uOPiP8+cGvGjyIyandCtdOEGVPZtm4k0zWaJZWSRJNN0YGF\nKk6r05Tp/qK4L92WlmwqKsE07aADcj/XruF8yaoD9xtu2HkuLcmUJC7JFFQzhadqLdvUOLAzb0p3\nfqd+ftWmyuz6J/E2bN+dOVm6YXvSzGbJS4mmkpQ9sm3bi5mu1YmR7XCyCeKrl+KSTFk0m+KRl6ZP\nSIuuBm4wsweBB4BzgYnA9QBm9iVgjnPudH/B2CfCJ5vZS8A259wToWOX4O1K9AwwDbgAOAD4Zvkf\nRzrNDU3OPw23hbX50uSpZo0TrmZtJ+43G2AI4n6760p1iwYYeobivpQqLXnRiSRTq+KmxwWLfwOj\nlUxA7CLggWiSKZCUkAsnnrImnYJz2klSKckkEk+Jpj4XTjIVObIdnT4X7XSEj4fPid4Dslcz1W36\nhDobvcM5t8jM9gUuw1sIdilwfGhb6tl4nYXES/ivsGnAdf6564EHgaP8bbRFStWsmjVu2nRUEN/z\nxP4i1uDTlGnpBMV9KVpQ1dSJBNP4Aw7M/4ApgmqlsMef3zj6XlKSaXCjl0QKps1FF/8OJ5nyLDyd\nJekUbrNs046uVUSJ9ColmnpQ2oKwWYVHtlvtcMQlm8DrdESnSiR1NNIWne3EqLamT0hWzrmFwMKE\n985ocu5f4213HT52PnB+YQ8o0qI81axBLE8aaMiaYMozXRrqM2VaAwy9RXFfitbKbnLdTDK9LjQF\n7jeRnejipsoFazIBY5JMgbQkU1DNFJ02lyZatZTnXBFpnRJNkkuWDgfQtNMRyNLRiHtPRKSKip42\n3epGEHk3gcgqqZo1ejxpoCH8fvjcQLO4Hx1gKKKSVVOmRaSOikowjZt7UO57B4mjZ0LJpdclrLuU\nlGQaHFkFNO4ylyXJ1ColmEQ6a6DbDyBjJZXkh6trqvaLcbTyKNpBmD55XEPHIvp1tKMRHs1ueC9h\njY66TZsTEWlFQ+wvoSonXCHabA28uLgfjtfROB89Nia+JySZonG/bKpkFZGqyTptrBNJprDX+9VK\n4Vf0fWB0uhzsqWQKCy8AHhb3uctKGCkRlV9apZ2IKppqJjy67cZP3rMo+MTh0YVhB6fOKGT6XDPR\nEezoFLpodRMkr8MUvkbce+FpE2lT5sLTJ5LW6WiYPtEmrdMhImVLrWpKiP0DU6YlVjVl3QAiLKma\nNYjZ0difFveDNtFrRI8H94XGJFN0gCHLtDkRkbpbt3xdQ8d+/TNrEquawuKSTK0mmMIJo8Dara82\nfJ20o1zcwt/hKXOB6OLf0H41U1m0ELhIMlU0laistRgSK5tCo9uDBS+GmjSSHJcoalbdFHc8el6e\nJFNbnY3Q96yVKrHcu0T5tE6HiESlJa6zVrQmxf5w4r3dxEy0EgmaVzclHU+L+60kmQYKHEgQEam6\naFImmHoWllQtFLVr6hx2TZ0T+97MiYOjr7Hv7TX6ij93bDVTMG0u7dk7Wc3UqqomwKS7zGwfM7vR\nzEbMbL2ZfdPMmnY0zewyM1tlZlvM7G4ze0Pk/QlmttDM1prZJjNbbGavyXtvM5trZreZ2WYze8HM\nrjSzwUib95nZfWa20cxe9O/12jzfByWaKqpZpUw7yaasHY6kRbaji7Lm6XSEX3Ftk6bKQb4kUxGd\nDU2fEJEqyRL30yTF/qxTj+Nif8P7CQMNSXE/z+AC5K9kKmvHORGRbolLvrSSbIqrJMoqKeHkvbfX\nmFdwTlR4baZAnaqZRFLcCMwDjgVOBN4JXJt2gpldBJwDfAo4AtgM3Glm40PNrvGvdzLwLmAO8KM8\n9/YTSrfhzWw7Ejgd+FO8HVSDNgcC/wLcA/wB8D5gZsy9UinR1IvaSDaldTjCv/CHR5tHz03oSERf\n0ffD58ddf/y0KW1VMpU1bU5EpGhlDjJEJcX+tHWasg40NIv9See3k2RKmi4N1dhxTkSkCFnWa4pL\nNkVFk01xVUaDG9eMvqLCVU5pFU9jrtkj1UzQ31PntD5TPDObh5eY+aRz7gHn3H/gJZA+Ymaxc13N\nzIBzgcudcz9xzv0ncBpeIukkv81U4OPAec65XzjnHgbOAI4ysyNy3Pu9eImojznnHnPO3QF8HjjL\nzILywzcDA865zznnnnXOLQWuAg6NVj6lUaKpxsqaSpHU4YD4TkdSxyNpylxcgilPRyP8jNE1mYLX\n6LG0Ee0COhtao0lEosqeGltURWtUWrIp60BD3tifdM2sSaa4uB+VNsDQyY01NGVaRIoSTcTEVQJF\nk1MCc+EAACAASURBVDdxU+iyJJtG30tIOEUlJZ/yLAIeUDWT1NCRwAY/ERT4GbAbr1IpzoHALLwK\nIgCccxuB+/3rgZf8GRdp8ySwEnh7jnsfCTzmnHsp1OYuYBg4xP/6IWC3mX3czAb9JNd/B+52zu1K\n//h7aDHwCnNDk5uuAZRlcfCo8CKxA1NnsNtfPHbc8PDoIrETZkxl27oRwPslf/v6V0bPDzoA2zfs\nCf5JC8UmdTjiRDsuWZNMWafJqbMhIr0oy8YQWeJ+M+OnTRkT94FCY3/ewYU47QwwaMq0iNRFlsXB\nNzz1XMNOdNufezZxB7pAkGxKWq8pS7IpsGs4frHytEXA61LNJJJgNvBi+IBz7lUze9l/L+kcgBci\nx1/AS0AFbXb4Cahom9mhNs3uPTvhPsF7jzrnnjWz9wGLgH8EBoElwPsTnj+WEk09oN2d6LImm4Ax\nCae4TkeSuM5I3LnRqqlWk0xZOxtxSSZ1NnrfXpP3zrwo8l6TNaImnZN3kGGMNpJNWeI+jB1oSJMU\n+1sdXAieP4u0KXPR2J817rdSyaoBhmpQ3Jdel2UnumiyaefKp2J3oWuWcMoimpTKMm0uoGomqRIz\n+zJwYZNm84q+bcHXy3Rdf5rddcD1wA/wqp0uAxYDx2W9iRJNJdsxMMTQ7vKz8HmTTWlbX4eFOx2Q\nrbopSbPOSPh6wb2izwKtJZnyrM9RZpJJnQ0RKUpi3I9oJ9kE2QYa0jSL/XkGF4LnjpMa9yNaTTKJ\niFRJtKoJxiabolVNkD3ZBBkqnFKm24VFz4+bNtfNaqZ5U/Q7ela9sj7TLT+8mX/50c0NxzaNJFZ5\n/y3w7SaXfBZYA0R3gtsL2Md/L05wfBaN1UazgIdDbYbMbDhS1TQrdH6We68B3hq5/6zQewBn4U3B\nuzh0nY8Bz5nZ25xzv0r4HA2UaKq4LCPbgXaSTWlTKbJ2OvKIdlCydDSCZwueNyqpgkmdDRHpVa1M\nnw5LSzYBmQYa8kiL/c0GF4LnbXj+rDvLpQwwlB33NcAgImWKSzZFxSWbooLpbFkTTlkTTNHzw9Pm\ngmqm6BpTna5mUpKpt23Yvou1W18dc/zo9/8xR7//jxuOLfvPR/noCe8e09Y5txZY2+xeZrYEmGZm\nh4fWSjoGb23s+xNOCxJUxwKP+dcZBt4GLPTbPATs9Nv8yG/zRmAu3rQ2/P82u/e9wGfNbN/QOk3H\nARuBJ/yvJwLRtZh2+//NvMa3Ek09rOhkE6R3OvJI6qAkdTSCZwqeM5B7++oCOxt5p0+osyEiWXVq\nkCGqlYGGPLLE/ri4D3tif5a4X5U1+UREOqHI9ZqyJpzixK29FKdK1UytJpn6ecc5SeacW2ZmdwDX\nmdmZwBDwDeAHzrnRjKqZLQcuds7d4pxzZvZV4HNm9jSwArgceB64xb/uiJl9C7jaX3NpE/B14N6g\nwijjve/CSyh918wuBPbz7/UN59xOv81twHlm9nngn4EpwN/4z7U06/dCiaYaaLXDkSZrsgnI1Olo\nR9BhSepohJ8lT0cDsnc2VMkkIkXq1LTpQFEVrZB9oKFd29e/kmlwIXjG4LlzS1mTT9VMItIril4c\nvFnCKa5tK7pZzaRKJinJqXgJnmDHt8XAX0TaHIS39hEAzrkrzWwycC0wDfg34HjnXPiXyfP86/0Q\nGA/cAfx5nns753ab2YnA3+NVQG0GvgNcEmrzf8zso3hrUl0IbMGrhDreObc96zdBiaYeVOROdJCt\n09GOMjoasQmmJguA59HKYrAiIp1SRLIJ0gcasko6L8vgQvBswfM2Myb2d7GKVUSk27IuDg6kJpzi\nkk1pyaW4iqWopEXAA2VXMynJ1JpeWZ+pTM659XgJn7Q2Y6agOecuBS5NOWc7cLb/aufeK4EPNGlz\nE3BTWptmlGjqgE6PbEOxO9FB9k5HtLPQjrwdjbTqpW53NjSqLSJ55almhWJ2ogNaGmhoFvuz/myI\n7gjWduwPaWeAQUkmEamDVhcHh/SEUztT4rIIps11qppJSSaR8inRVBN5OxzQ/rodeTodeUWvE30v\nLK2jkbWDEabOhoj0qnZ3ooPsAw15xV0n7v3gGUb/P8ducg0KGmBoNe5rgEF6RdzaOVJd7SSbIH06\nXZKkBFOzqqXotLlAmdVMRSSZtD6TSHNKNPW4VpJNQO5OR5po4qjZ8fB9R/8/1NHInVxSZ0NEuqAb\n1azQ/vRpyDbQkCYtvrcS+9uN+62uyafBBRGpo6w70QG5q5uibZpdP6t2q5k6VaXUz0kmTZuTPJRo\n6pBudTiisk6jy9rpaFfcdcPHg2cJtDuS3UpnQx0NEemWVqpZobXp03kGGtoRju/haw9E4ntLSaaY\n2N9qFWs7sV8DDCLSbVkWB4fmCacg2ZR1Wlxcgimpcil4zrC81UydnAbXz0kmkbyUaKqRIjocaVrp\ndOQV7Ug0PZ4nyZRSuQStdTaUZBKRusqabAJyDzTklSf25x5caBL7wzTAICL9LG1x8GZrN6VJq15K\nSzIFWq1mUpKpc1TNJHkp0dQnsk6lyNPpKFK4Y7F704bsa3Lk6GCEZelsFNHR0Ki2SH+rSjUrNI/9\nWQYaihSN89HY3+oGD2HdGGBQ3BeRqkharwlIrG5KWrsprm0zcUmmtDW/slYzaTFvkepToqmDut3h\nSE02Qe5ORzvSdhBq2tFoIbmUd8qcOhq9b2DvqZk7zgN7v1Ly04gka7WaFbLvRAfZBhra1cnYH00y\nNYv9ivu9T3Ff+lHSek15p9JlXXMpqYKpqEXlu5Fk6vdqJpFWKNFUM+10OKDJjkQZOx1lKrJyqRvr\ncoA6GyLSqLKDDJBroKEsnYj7ZSeZRESqLC3ZBMnVTVk1mx4Xl2SKTpfLUs2kJJNIfSjR1GHd7nBA\n+52OIhW9/kaz5JI6GyJSR0UPMgC5BxqK1O6ae2GtDiqMnq9p0iLSB9J2oktbuylJlrWXkqqY8q7J\n1K2pckoyibROiaYaarfDMeZ6BXQ6cm893UwHOxlQXIJJnQ3pNZMnTuj2I/SEqg0yQDEDDYXG/pLi\nftoAg5JMItJPgsRPnql04ffz3CNOXIKpWSWTkkwi9aREUxdUpcMBtNTpKEXJiaWyOxqgzoaIlKuI\nQYa4ZBNkG2goXJtrLmWRFPtVvSoi/SzrVLoikkuBpCqmeVOGYpNN3VzwW0mm3vLbkW0Mvbwlc1sp\nhhJNNVVUVVMrnY7MWtwRLk1Ro9ij11OSSUQ6pAqDDND6QENmXYz9nYz7oNgvIvXVrLop6/lpsk6R\nq9IuckoyjZU05VIkzUC3H6BfVemX090Tpoz55XzML/UTh/O/CpaloxF8lixrMWlEW4pkZmeZ2Qoz\n22pm95nZW1PaHm1m/2Fma81si5ktM7NzY9rNN7Pl/jUfM7MTyv0UUnVFxq24uF/32N/0WkoySYEU\n96UXZN0Nbt3ydQ2vJM+v2jT6qhslmcZSkklapYqmGit6raZM1U1tinYYotcuYr2lps9QcIJJnQ0x\nsw8DVwGfAu4HzgPuNLM3OudeijnlFeBrwGPAZuD/Bf7RzDY7567zr3kU8H3gYuBW4FTgFjM73Dn3\neNmfScpRlaqmQKbqpjY1i/txbfLIkmACJZmkWIr70kuSqpuyJqHqmFSKUpJJpFhKNHVR1TockNzp\nKEuR1+70aDaosyGjzgeudc7dAGBmZwIfAD4OXBFt7Jx7BHgkdOhGM/sQXsfjOv/YZ4DbnXNX+V9f\nYmbHAWcDny7lU0gtFD3IAMkDDWWoe9wX8SnuS8/JmliC3kguBZRkiqdqJmmHps7VXFm/QGedhlAV\n6mxIt5jZEHA4cE9wzDnn/K+PzHiNw4CjgF+EDr89fE3fnVmvKdVV1QR1L8b9MlT1z086R3Ff+p2S\nTCLSjBJNXVb1X1ijv8iH10CqSqekW0mmqv/ZScfMBAaBFyLHXwSS9wkGzOy3ZrYNeAD4hnPu26G3\nZ7dyTekPZSbO42Jq1eJ+VqpilZIo7ktf65XkTK98jjKomknapURTDwgWts7yakWzzkU3OyBKMknN\nvQN4M3AmcJ6ZfaTLzyMdUkQM6VTcr2LiSVWsUmOK+yIVoCSTlMXM9jGzG81sxMzWm9k3zazpLyVm\ndpmZrfI3jLjbzN4QeX+CmS30N5XYZGaLzew1ee9tZl8zswfNbLuZLU14lt83s3/zN6ZYaWYX5P0+\n5Fqj6eKLLmTq1KkNx06ev4D5Cxbkva+EdHKtpugv3kWv8wHx6zyVQdMmetfNixax+OZFDcdGRkY6\ncu+b/s/93PyLXzXe+5UtaaesBXYBsyLHZwGr0050zv2X/7+Pm9ks4H8B/+wfW9PKNYt23nnnMXnv\nvRuOKe7XSy/F/fC90miAoX4U94GKxH2ArzyynCnjvG7Cjld2AnDMtH04ZpqqHMSz/5wptZ1CpyRT\nddy+chV3rGwMcZt2vtqlpynMjXix+1hgCLgeuBZvg4dYZnYRcA5wGrACuBxvg4k3Oee2+82uAd4P\nnAxsBL4B/Ag4Oue9HfAtvOna/y3mWYaBu/zXnwG/D3zbzDYEm1dkkSvR9OUrruTQww7Lc4pUXPDL\neFkdjyI7Ha0kljSiXU/zF4xNZDyydCnvPPodhd1jYPIUBqZMG3P8lA++j1M++L6GY0uf/A1vP+PC\n2Os453aY2UN4Af3HAGY2ALwHb4ehrAbxfiAElvjXDF/jOP94x/z/7d17sF1VneDx7y9ASAyEDCg3\nxZTMYCEkbTcoKA+1QAIqtjCTnlZQ6ELR7pFSEAOKVJcl3aCtUkoUSU8XDx9djUiIVFqURwuUjy5i\nEBKHLkyQVjEjCJgACSFCePzmj70PnHtyzr3n3PO+5/up2pXcfdbea+1blV/O+u31WLp0Ka9esLCX\nVY6Mfm0IUR0Xu72oeKfu2QqTTMPJuA8MSNwH+MRrF7DwvxQvl1tZIFqjZRiTTSaZBss79t2Hd+y7\nz7hz6x7fzHtv7XnY64iIWAi8HXh9Zq4pz50F3BgR52bmw3WuCeBjwEWZeUN57jSKqdSLgWsjYg+K\nzSbem5k/LMucDqyLiMMzc3WzdWfm2eVnYxRJpFqnUuSJPpCZz5V1vJZiE4ymE01OnRsQ/f4S281F\nxdu9fqpTM+xsqIcuAf4mIk4rg/z/AWZTvEUgIj4XEd+sFI6Ij0TECRHx6vL4IHAu8C9V9/wKcHxE\nnBMRCyLi7ygWn72sR88kTUknptNNNfYb99VDxn2J4Unc/Nd9dh+atvab6zO15UjgiUqip3Qb8AJw\neINr9qMYhVS9wcQWYDUvbQZxKLBLTZn7gA0UI5OmWnejZ/hxmWSq+DfgwDLh1ZSWRjRpeuvGltkw\n9SkV7XRU7GyolzJzeUS8AriQYtHWtcDxmfmHssh84JVVlwTwOYr/WJ4D/hM4j2Joa+WeqyLiFOAz\nwD8AvwQWZ+Yvuvw4GiHdivsw9dFNU439jmBVL41K3Hc0k5ox6CObTDA1zyRT2+ZTbOLwosx8LiIe\no/HGDpXztZtBPMJL06nnA9vLBFRtmflVZVqtu1F7flWnnspnTc1rN9GkcfrZ6ejUmkt2NtQPmbkM\nWNbgs9Nrfr6MJt5QZ+YKYEVHGqiB1K/pc9X6nWwa5F3sfMGgiRj3pZcMYrLJBJM6JSI+T/FyYCKd\nXmsiOny/ZmUnbmKiaYA0+kLb605Ir9Zt6kbnoltJJjsbkrqlXnzpV9yH7q7b1K2kkqNYJUkVJpim\nZrqOZvrdlqfhsR03eFh72w38/LbvjTv39NaGydIvAl+bpKrfUGzqULsT3M7AnuVn9VTOjzF+VNMY\nsKaqzMyImFszqmms6vqp1N2oPbUjoMaqPmuKiaYhUP1lt5edj4m+uLfTERnkt9e17GhI6od+xX1o\nHPsHNe53Oslk3JekqenkqKZKsqiV+5lgUited+yJvO7YE8ed+90v7+XS/714h7KZuZFix9EJRcQq\nYF5EHFK1VtIiirWxVze4rJKgOg64p7zPXOAwXho1ezfwbFnm+rLMgcC+vLRhxFTqrmcV8NmI2Llq\nnaa3Auszs+ntYE00DZnKF+BBmGpR0a0pF63qVGfDToakQdLPpFO16Rz3wdgvSZ0wlWTTRAmi6s+q\n72tSSYMoM9dFxM3AFRFxBsXOopcB11TvOBcR64HzM3NlZmZEfBn4VETcDzwAXAQ8CKws77s5Iq4C\nLinXXHoS+CpwR2be2WLd+wO7UYxamh0RB1NM07s3M58FvgVcAFwVERcDfwp8lGJnvKaZaBpSg9Lx\ngO6u7zFZvZ1kJ0PSoBuklw39SjaZXJKkwVabbOpUUsjkUvdM12lzfXIqRYKnsuPbCopETbUDgLmV\nHzLz4oiYQ7FBxDzgJxQbTFR/4VtS3u87wK7AzcCHp1D3FcDRlaopNrNIis0qNmTmloh4G8VoqruA\nPwB/n5lXNv8rMNE0LQxCx6PXnQ47GpJG2SjG/UqdnWLsl6TuMSmkUZWZj1MkfCYqM6POuQsoRhI1\nuuYZ4MzyaKfuYyb6vCzzH8BRk5WbyA4PqOG1fcbMvn5xHrbd3vr9+5KkdlXiWL9iWc6c07PY38np\n0cZ+SZIG0wFfmHSDTg0BRzRNQ4OwiGy33nJ3oqNhB0PSdNTv2G/clyRp+DhtTt1gomma6+eOde12\nOpwiIUlT04/Y36lkk7FfkiRpuJloGiG97ni02unoxvQLOxlqZMZue7DTHs29wZmx26Yut0bqnl6u\n5zSVZJMbO6hXjPuSNJ6jmdQtJppGVK86HhN1Orq5rocdDUkar5dxH+pPoTbuS5IkTX8mmkZcLzoe\nvV4k3M6GJDXW64STJEmSRouJJgGDsVW2JKl3+rl4eKf5gkGSpNY4bU7dZKJJ4wx7x8POhiS1bphf\nNhj3JUmSBsuMfjdAg2vYvrwPW3sladBsnzFzqGLpMLVVkiRpVDiiSRMa9LfcdjIkqfO2z5hp3Jck\nSUPv149uZfOcLU2V3fTo1i63ZnS0lGiaM3tWt9qhATcoCSc7GJLUG8Z9SZKmJ9dnUrc5okkt6fUa\nTnYwJKm/auNwt2O/cV+SJGm4mWjSlHU66WTnQpIGn7FfkiRJEzHRpI6YSsfDzoUkDTdjvyRJw8Vp\nc+oFE03quEbreti5kKTpq94C4sZ9aXhtWr+p302Q1GEmmdQrJprUNXYwJGm0GPclSRo8JpjUayaa\nJI2mXefA7LnNl5UkDTfjvqQRZJJJ/TCj3w2QJEmSJEmdZZKp9yJiz4i4OiI2R8TjEXFlREz69iIi\nLoyIhyJiW0T8ICL2r/l8VkQsi4iNEfFkRKyIiL1brTsiLo2IuyLimYhYW6cdb4mIfy3bsjUi1kbE\nKa3+Hkw0SZIkSZI0jZhk6purgYXAccAJwFHA5RNdEBGfBM4CPgQcDjwF3BIRu1YVW1re713A0cA+\nwPVTqDuBq4Bvl3+vdSTwc+B/AX8GfB3454h450TPUMupc5IkSZJedMAXLuOJ95/R72ZImiKTTP0R\nEQuBtwOvz8w15bmzgBsj4tzMfLjONQF8DLgoM28oz50GPAIsBq6NiD2ADwDvzcwflmVOB9ZFxOGZ\nubrZujPz7PKzMeCg2vZk5udqTl0aEW+jSDx9v9nfhSOaJEmSJEmaBkwy9dWRwBOVRE/pNuAFipFK\n9ewHjAG3Vk5k5hZgdXk/gEOBXWrK3AdsAI5oo+5mzQNa2orURJMkSZIkSUPOJFPfzQcerT6Rmc8B\nj5WfNboGihFM1R6hSEBVymwvE1C1ZeZXlWm17klFxEnA6ymm0DXNRJMkdUBEfCQiHoiIP0bETyPi\nDROUnR8R34qI+yLi+YhYWqfM+yPihZpjW3efQpLULOO+pEFikql7IuLzdeJz7XFgp6vt8P1ab0DE\nMcDXgL/OzHWtXOsaTZLUpog4GfgSxQJ+q4ElFAv4HZiZf6hzya4UbxwuAs6h/kJ8AFuAA6p+blRO\nktRDxn1Jg8QkU2MPbnyKLbNqBwLBo2tv49G1t48799zTWxvd5osUCZeJ/AZ4GKjdCW5nYM/ys3oq\n58cYP6ppDFhTVWZmRMytGdU0VnX9VOpuKCKOBr4LfCwz/6XV6000SVL7zgEuz8xvAkTEGcA7KRbt\n+0Jt4cz8LcWif0TEBye4b2bmoxN8LknqD+O+JA2xvV93LHu/7thx55783S9Z++UP7VA2MzcCGye7\nZ0SsAuZFxCFVayUtophJtrrBZZUE1XHAPeV95gKHAcvKMncDz5Zlri/LHAjsC6wqy0yl7kbP8Rbg\nBuC8zLyylWsrnDonSW2IiJnAIYxfnC/Ln49sdF2TdiunZWyIiJUR8Sdt3k+S1CbjvqRB4mimwVFO\nL7sZuCIi3hARbwIuA66p3nEuItZHxOLymgS+DHwqIk6MiD8D/hl4EFhZltkMXAVcEhFviYhDKdZM\nuiMz72yx7v0j4rUU6zbNjoiDI+K1EbFL+fkxFLvLfQW4vpz6PT8i9mzld+GIJklqz8uBndhxAb9H\ngQVt3Hc9cDrFm415wMeBOyLiNZn5YBv3lSS1x7gvSWrkVIoET2XHtxXAR2vKHADMrfyQmRdHxBzg\ncor4/xPg+MzcXnXNkvJ+36GYjn0z8OEp1H0FcHSlamBt+ed+FLvYnQbMAv62PCp+SDFCqikmmiQN\nhTmzZ/W7CT2VmT8Fflr5OSLuANZRrAfy6X61S5LUHcZ9Sa1yNNPgyczHKRI+E5XZYWZZZl4AXDDB\nNc8AZ5ZHO3UfM8nnp1O89GiLiSZJIylnziZ3nbPD+W+v/B7Xrvz+uHObtzw50a02As/z0vajFWPA\n79tr5Usy87mIWAvs36l7StIoMe5LktQbJpokqcp7Fp/AexafMO7cmv+4l8OP/8u65TNze0TcTbE4\n33cBImIGcCxwaafaFRE7AQcB3+vUPSVJxn1Jw2vT+k2OatJAMtEkSe27BPhmRNwF/IxiZ6HZFIv0\nERGfA/bJzPdVLigX4QPYHdi7/Hl7Zv6i/PzTFLtH/IpirvYngFcCU9r5QZLUUcZ9SZIaMNEkSW3K\nzOUR8QrgQoodHNZSLOD3h7LIfIrOQrXKtqNJsXvRKcADwKvK8/MoFuubDzwO3AW8MTPXd+kxJElN\nMu5LktSYiSZJ6oDMXAYsa/DZDgvq1VsEsObzc4BzOtM6SVKnGfclSapvwv/wJEmSJEmSpGa1NKJp\nyZIlzNltt3Hn3vXuk3j3SSd1tFGSRtt1y5ez4rrl4849tXVrn1oz2oz7knqhXtzfvHlzn1qjJUuW\n8OwD9487t2jeniya56LD0qAZ5gXBb9rwEDdvGL9ZZy5Z0qfWqJNaSjQtXbqUVy9Y2K22SBIA7z5p\nx0TG/evXceihh/apRaPLuC+pF+rF/Z+vXctRb35Tn1o02pYuXcoT7z+j382QNM29Y999eMe++4w7\n9/z5n/U7/zTg1DlJkiRJkiR1hIuBS5IkSZKkaWfzxm1s36m5JTj+uHFbl1szOhzRJEmSJEmSpI4w\n0SRJkiRJkqSOMNEkSZIkSdKQ2rR+U7+bII3jGk2SRlLOnMMLs3ZvuqwkabgZ9yVJ6g1HNEmSJEmS\nJKkjTDRJkiRJkiSpI0w0SZIkSZI0pPZasFe/m6BSROwZEVdHxOaIeDwiroyISedjR8SFEfFQRGyL\niB9ExP41n8+KiGURsTEinoyIFRGxd6t1R8SlEXFXRDwTEWsnadP+ZV2Pt/I7ABNNkiRJkiQNnb0W\n7GWSafBcDSwEjgNOAI4CLp/ogoj4JHAW8CHgcOAp4JaI2LWq2NLyfu8Cjgb2Aa6fQt0JXAV8u/x7\nozbtAlwD/Hiico24GLgkSZIkSUPEBNPgiYiFwNuB12fmmvLcWcCNEXFuZj5c55oAPgZclJk3lOdO\nAx4BFgPXRsQewAeA92bmD8sypwPrIuLwzFzdbN2ZeXb52Rhw0ASP8xngF8DtwBtb/V04okmSJEmS\npCHgKKaBdiTwRCXRU7oNeIFipFI9+wFjwK2VE5m5BVhd3g/gUGCXmjL3ARuAI9qou66IWEQxcuoj\nQLRybYWJJknShHZ/2ex+N0GSJGnkmWAaePOBR6tPZOZzwGPlZ42ugWIEU7VHKBJQlTLbywRUbZn5\nVWVarXsHEbEX8HXgfZm5tdnrajl1TpIkSZKkAWWCqb8i4vPAeZMUW9jpajt8v2ZdAXwrM/+9nZu0\nnGja/WWzeXLbH9upU5IkSZIkTcAEU/dsXvcjNq//8bhzzz/zVKPiXwS+NsktfwM8DNTuBLczsGf5\nWT2V82OMH9U0BqypKjMzIubWjGoaq7p+KnXXcwxwYkR8vHIbYEZEPAv8TWZ+o5mbOKJJkiRJ0jiL\n7rmT2w86rN/NkEaWSabOeHLjYzzzQu2sNGDeAuYesWDcqe2P/ZZtD967Q9HM3AhsnKyuiFgFzIuI\nQ6rWSlpEsWTR6gaXVRJUxwH3lPeZCxwGLCvL3A08W5a5vixzILAvsKosM5W66zkC2Knq58XAJynW\ngHqo2ZuYaJIkSZIkaQCYYBpembkuIm4GroiIM4CZwGXANdU7zkXEeuD8zFyZmRkRXwY+FRH3Aw8A\nFwEPAivL+26OiKuASyLiMeBJ4KvAHZl5Z4t17w/sRrFu0+yIOJhi1NK9mflsucg4VeUPA17IzF+0\n8rsw0SRpJOUus8iZc5ouO+qcNi2p1+bM7mzsNe5LGnQmmaaFUykSPJUd31YAH60pcwAwt/JDZl4c\nEXOAy4F5wE+A4zNze9U1S8r7fQfYFbgZ+PAU6r4COLpSNbC2/HM/il3s6smGT9uAiSZJA89dzyRJ\nkjRdmWAqHLz8JtasWTN5wQGWmY9TJHwmKjOjzrkLgAsmuOYZ4MzyaKfuYyb6vE75bwDfaOUamGKi\nyTfbkiRJ6hZfMEgaBSaYNF3tkEmTpEFiZ0OSpP5YdM+d/W6CNG2ZZBrv4OU39bsJ6iCnzkmSJGlg\n+IJB0qCpTQptWr+pY/eSpiMTTZIGlp2NweK0aUmSNGrqJYZaTRZtWr/JBNMEHM00/Th1TpIkOgjd\nQQAACQpJREFUSQPBFwySBkmnkkMmmTRqppxo8ouApG4athgTER+JiAci4o8R8dOIeMMk5d8SEWsi\n4umIuD8i3lenzLsjYn15z3si4h3dewJJUiuM+5LUPkczTU+OaJKkNkXEycCXKLYkfR3wf4FbIuIV\nDcrvB3wfuA04GPgycGVEvK2qzBuBbwFXAK8FVgIrI+I1XXwUSeqbYXrBMEpx3wXBNaochdR9Jpmm\nLxNNkgbOMHU2SucAl2fmNzNzPXAGsA34QIPyZwC/ysxPZOZ9mbkMWAEsqSpzNnBTZn6pLPNpYA1w\nZvceQ5L6w7gPGPelgbDXgr1MMkltcjFwSX03hB2MF0XETOAQ4LOVc5mZEXErcGSDy44Ebq0592/A\n0qqfj6B4W17tFmBxWw1ukwuCS+oE4z4wJHFfGhUml7rPEUyjw0STpJ4Z5o7FBF4O7AQ8UnP+UWBB\ng2vG6pR/BJgbEbtm5jPA/Ab3nN9ecyWpt6Zh7DfuS9OICabOM6GkthJNvtmW1MiwdiyuvW4Fy69b\nMe7c5i1b+tQaSRoexn1Jw8LkUucMelJp6yO/YaentjVV9vmttbl+TZUjmiS1ZVg7Fs/GLmyfMXOH\n839x8in8xcmnjDv387VrOerNb2p0q43A8xRvq6uNAb9vcM3D7PiGegzYUr7VrpRp5Z6S1DPDGPuN\n+1O36J47uf2gw/rdDKltJpimbtATShosJpokNW0YOxbdlpnbI+Ju4DjguwARMQM4Fri0wWWrgD+v\nOfdW4I6aMsfV3OOt5XlJ6gnj/o6M+9JwMbnUOpNKalfbiabqLyBOo5OmDzsXLbkE+GZE3AX8DPgY\nMBv4OkBEfA7YJzPfV5b/J+DMiPhCWWYR8G7Gd0K+AvwoIs4BbgTeQ7H47F93/3EmZtyXpifjfktG\nKu5DMaoJcGSThoYJpsmZUFK3dHREU+ULih0PaXjYsWhfZi6PiFcAF1JMjVgLHJ+ZfyiLzAdeWVX+\ngYh4J8VuQ2cD/w/4YGb+oKrMqog4BfgM8A/AL4HFmfmLXjxTs0w6ScPJ2N+eUY77lYQTmHTSYDLB\nVJ9JJfVSV6bO2fGQBpMdi+7JzGXAsgafnV7n3I8o3lRPdM8VwIqJygwSXzZIg8e43z3GfZNOGgwm\nlnZkUkn91vU1mux4SL1nx0L95MsGqT+M/eonp9ap20wo7ciEkgbVjF5VtPvLZr949MN1y5f3pd5O\nGvZnsP3dUf1va6J/Y9dcc02PWybR17gPg/vvtlm2v/8G8RnqxX1jvwbFonvufPHoh9uf2NSXejtl\n2NsPnX2GvRbs9eLRKzdteKhndbXi4OU37XDUY9zvr4jYMyKujojNEfF4RFwZEXOauO7CiHgoIrZF\nxA8iYv+az2dFxLKI2BgRT0bEiojYu9W6I+LSiLgrIp6JiLUN2hIR8fGI+GVEPB0Rv4uIv23l99Cz\nRFO1fnQ8Vlw3eF8UWzXsz2D729NKx6Ie/9NRP/XrZUO//922y/b3X7+foZ24D8Z+9Vc/Ek63P/FY\nT+vrtGFvPwz/M9y84fd9rb9eQqmVkUvG/b67GlhIsYvoCcBRwOUTXRARnwTOAj4EHA48BdwSEbtW\nFVta3u9dwNHAPsD1U6g7gauAb5d/r+crwAeAc4ADgROBloJ516fOTcTpFVJ9Tn/QdOaUamlHxn1N\nZ67lNLqc7jYxp75NLxGxEHg78PrMXFOeOwu4MSLOzcyH61wTFDuXXpSZN5TnTgMeARYD10bEHhSJ\nn/dm5g/LMqcD6yLi8Mxc3WzdmXl2+dkYcFCDZzgDeE1m3l+e/m2rv4u+JpqqmXTSqLJzoVFl3Neo\nMu5rlLmWU2/0M8Ezc+MDJphqmFAaGUcCT1QSPaXbgBcoRir9a51r9gPGgFsrJzJzS0SsLu93LXAo\nsEtNmfsiYgNwBFAp22rd9ZwI/Br4HxFxZnnuVuC8zHy8yXsMTqKpWqMvYHZENMzsWEiNTfTvw9iv\nYWbsl+qbaErdoCSh+pEsMUkz/EwqjbT5wKPVJzLzuYh4rPys0TVQjGCq9ghFAqpSZntmbqlTZn5V\nmVbrrudVwH8D/hL4K4qc0VKKHVGPbfYmzSaaZgGsW7euhfYNlqe2buX+9cPbfhj+Z7D9/bV582bW\nrFkzecEBVRV/ZnXifvfdd19Xyk4jQx/3Yfj/3dr+/hv2Zxjm2G/c74uBiP3zvvFPU752lyVLmLd0\naUfa8XxH7tKaXLKE58//bB9q7pxhf4Z229/vmDvMcR86H/tf2Nb8mmGNykbE54HzJrl8YfOtakp0\n+H7NmgHsCpyWmf8JEBEfBO6OiFdXTaebWGZOegCnUCwU5eHh4dHv45Rm4tYE8eyQNuo+pJ26h+nA\nuO/h4TE4h3Hf2O/h4TF6x8DEfuDlwAGTHLtQrKP0WM21OwPPAv+zQTtfRTG97aCa8z8ClpZ/X1SW\nmVtT5gHg7PLvLdUN/B2wts75v6cYPVV9bnZZ/7HN/v6bHdF0C3Bq+SBPN3mNJHXSLOC/U8Sjdqyn\nmOc81WtHhXFfUr8Z93vP2C+p3wYu9mfmRmDjZBdFxCpgXkQcki+tlbSIYpTQ6gaX/QZ4mGKnuHvK\n+8wFDgOWlWXupkgYHUe501xEHAjsC6wqy0yl7nr+Hdg5Il6Vmb8uzx1Q/tn0ouBRZqgkSZIkSZI0\nRRFxI8XaSmcAM4GvA3dm5l9VlVkPnJ+ZK8ufzwPOB95Hkei/CPhT4E8yc3tZ5h+BPwfeDzwJfBV4\nITPf3GLd+wO7lWXeApxMMU3v3sx8ttwF72fAVord8HaiSHg9kZnHN/t7GMjFwCVJkiRJkobMqcBl\nvLTj2wrgozVlDgDmVn7IzIsjYg5wOTAP+AlwfCXJVFpS3u87FGso3Qx8eAp1XwEcXakaWFv+uR+w\nITMzIk6kSGT9GHgKuBE4t+nfAI5okiRJkiRJUofM6HcDJEmSJEmSND2YaJIkSZIkSVJHmGiSJEmS\nJElSR5hokiRJkiRJUkeYaJIkSZIkSVJHmGiSJEmSJElSR5hokiRJkiRJUkeYaJIkSZIkSVJHmGiS\nJEmSJElSR5hokiRJkiRJUkeYaJIkSZIkSVJHmGiSJEmSJElSR/x/sE7oAFHMZWQAAAAASUVORK5C\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x194a4dd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "compare(x, y, nxx, kxx)\n",
    "compare(x, y, nxy, kxy)\n",
    "compare(x, y, nxz, kxz)\n",
    "compare(x, y, nyy, kyy)\n",
    "compare(x, y, nyz, kyz)\n",
    "compare(x, y, nzz, kzz)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [default]",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
